{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RT60 is 82 ms\n",
      "(2, 161925)\n",
      "(257, 632, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import librosa\n",
    "from scipy.fftpack import fft\n",
    "import matplotlib.pyplot as plt\n",
    "from DistantSpeech.transform.transform import Transform\n",
    "from DistantSpeech.beamformer.utils import pmesh, mesh, load_wav, save_audio, load_pcm, visual, pt\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite\n",
    "from DistantSpeech.beamformer.MicArray import MicArray, ArraySim\n",
    "from DistantSpeech.beamformer.beamformer import beamformer\n",
    "from DistantSpeech.beamformer.MicArray import MicArray, compute_tau\n",
    "from DistantSpeech.noise_estimation.mcspp import McSpp\n",
    "from DistantSpeech.kws.dual_mic_kws import DualMicKws\n",
    "wavpath = '/home/wangwei/work/Beamforming-for-speech-enhancement-master/sample_data'\n",
    "array_data, _ = load_wav(wavpath)\n",
    "\n",
    "mic_angle_vector = [0,60,120,180,240,300]\n",
    "sampling_frequency = 16000\n",
    "fft_length = 512\n",
    "fft_shift = 256\n",
    "mic_diameter = 0.064\n",
    "sound_speed = 343\n",
    "look_direction = 30\n",
    "\n",
    "signal = audioread(\"/home/wangwei/work/DistantSpeech/samples/kws_samples/xiaolan_long.wav\")\n",
    "# noise = audioread(\"/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3_2.wav\")\n",
    "noise = audioread(\"/home/wangwei/work/DistantSpeech/samples/noise/office1.wav\")\n",
    "fs = 16000\n",
    "M = 2\n",
    "mic_array = MicArray(arrayType=\"linear\", r=mic_diameter/2, M=M, n_fft=fft_length)\n",
    "mic_array_sim = mic_array.array_sim\n",
    "# print(mic_array_sim.R)\n",
    "array_data, premix = mic_array_sim.generate_audio(signal, interference=noise, source_angle=look_direction, interf_angle=270, sir=0, snr=30, source_distance=1.0, interf_distance=1.0)\n",
    "audiowrite('mix_kws.wav', np.transpose(array_data))\n",
    "# audiowrite('signal.wav', np.transpose(premix[0, :, :]))\n",
    "# audiowrite('interf.wav', np.transpose(premix[1, :, :]))\n",
    "print(array_data.shape)\n",
    "M = array_data.shape[0]\n",
    "transform = Transform(n_fft=512, hop_length=256, channel=M)\n",
    "D = transform.stft(np.transpose(array_data))\n",
    "half_bin = D.shape[0]\n",
    "frame_num = D.shape[1]\n",
    "print(D.shape)\n",
    "\n",
    "pt(array_data[0])\n",
    "pt(premix[0,0])\n",
    "pt(array_data[0]-array_data[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frameLen = 1024\n",
    "hop = frameLen / 2\n",
    "overlap = frameLen - hop\n",
    "nfft = 256\n",
    "c = 340\n",
    "r = 0.032\n",
    "fs = 16000\n",
    "\n",
    "fdgsc = DualMicKws(mic_array, frameLen, hop, nfft, c, fs)\n",
    "\n",
    "yout = fdgsc.process(array_data)\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(array_data[0])\n",
    "plt.plot(yout)\n",
    "plt.legend(['src', 'filtered'])\n",
    "plt.show()\n",
    "# pt(yout)\n",
    "audiowrite('clean_kws.wav', yout/np.max(np.abs(yout)))\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
